> Is your codebase ready for AI, or will it hallucinate?
Uncover hidden blockers before you invest in AI tools.
// The Cost of Premature Adoption
Adding AI to a messy codebase doesn't fix it. It scales the mess.
Tool Fatigue
Developers ignore AI tools because they don't fit the existing workflow.
Hallucination Risk
Legacy spaghetti code makes AI context windows fail, leading to wrong answers.
Security Blindspots
AI agents can accidentally expose internal APIs if boundaries aren't clear.
// The Reality Check
I don't just guess. I scan your infrastructure, analyze your codebase, and interview your team to determine actual AI-readiness.
Static Code Analysis
Automated scan for legacy patterns and complexity hotspots that confuse LLMs.
Infrastructure Review
Assessment of vector-readiness, data pipelines, and API surface area.
Sociotechnical Survey
Measuring team sentiment and workflow friction to predict adoption resistance.
// The Protocol
Ingestion & Scan
I connect to your repositories and run my proprietary analysis suite.
The Interviews
30-minute interviews with key technical leads and product owners.
Synthesis & Strategy
I compile the data into a coherence map and readiness scorecard.
The Debrief
Executive presentation of findings and the prioritized roadmap.
// What You Get
Readiness Scorecard
Quantitative grading of your stack across 5 dimensions of AI-compatibility.
The Gap Report
Detailed technical breakdown of what needs to change before you buy Copilot.
Executive Debrief
1-hour strategy call to review the roadmap and answer leadership questions.
// THE EXPERT
Andreas K. Weber
Sociotechnical Systems Architect helping organizations bridge the gap between human potential and digital complexity.
// Is this for you?
Good Fit
- ▹ CTOs planning to roll out AI coding assistants
- ▹ Teams struggling with 'Hallucination' in their RAG pipelines
- ▹ Organizations with legacy codebases > 5 years old
Not a Fit
- × Pre-seed startups with no existing codebase
- × Organizations looking for 'AI Magic' without engineering work
- × Teams unwilling to grant read-access to repositories
// FAQ
Do you need write access to our code?
No. The audit is strictly read-only. I run analysis tools locally or in your CI environment.
How long does it take?
Typically 1 week from access grant to final report. I move fast to give you answers.
What if our code is really messy?
That's exactly why you need this. I help you quantify the mess and prioritize the cleanup.